Publications

For the most up-to-date list, see my Google Scholar Profile, ResearchGate, ORCID.

• Md. Bipul Islam and Ashis Kumar Mandal. Self-Supervised Contrastive and Masked Representation Learning for Reliable Arrhythmia Classification Using Noisy Multi-Lead ECG Signals. M.Sc. thesis research — manuscript in preparation.
• Md. Bipul Islam, Asiqul Tareq Titu, and Ashis Kumar Mandal. AI-Based System for Automated Detection of Potato Leaf Diseases and Actionable Farmer Guidance. Bangladesh Government Funded Research — manuscript in preparation.
• Md. Bipul Islam, Jyotirmay Debnath Pulak, and Ashis Kumar Mandal. Explainable Physics-Informed Neural Networks for Robust Health Risk Prediction Using Multi-Condition Medical Tabular Data. Manuscript in preparation.
• Dino Nath Roy, Md. Bipul Islam, and Ashis Kumar Mandal. Interpretable Brain Tumor Segmentation Using Foundation-Model Adaptation with Voxel-Level Uncertainty Quantification on Multi-Modal MRI. Manuscript in preparation.
• Md. Bipul Islam, Rafsan Mahmud, Shirin Mahbuba, and Tazin Alam. Early Warning of Model Degradation Under Progressive Image Corruption: A Comparative Analysis of Confidence, Behavioral, and Explanation Instability. Manuscript in preparation.